## Warning: NAs introduced by coercion
## country iso_code time_period removal_requests_court_orders
## 1 Pakistan PK January - June 2012 0
## 2 Turkey TR January - June 2012 1
## 3 India IN January - June 2013 1
## 4 Pakistan PK January - June 2013 -
## 5 Russia RU January - June 2013 0
## 6 Turkey TR January - June 2013 3
## 7 United States US January - June 2013 2
## 8 India IN January - June 2014 0
## 9 Pakistan PK January - June 2014 0
## 10 Russia RU January - June 2014 0
## 11 Turkey TR January - June 2014 65
## 12 United States US January - June 2014 5
## 13 India IN January - June 2015 2
## 14 Pakistan PK January - June 2015 0
## 15 Russia RU January - June 2015 0
## 16 Turkey TR January - June 2015 408
## 17 United States US January - June 2015 0
## 18 India IN January - June 2016 1
## 19 Israel IL January - June 2016 0
## 20 Pakistan PK January - June 2016 1
## 21 Russia RU January - June 2016 2
## 22 Turkey TR January - June 2016 712
## 23 United States US January - June 2016 2
## 24 India IN January - June 2017 2
## 25 Israel IL January - June 2017 0
## 26 Pakistan PK January - June 2017 0
## 27 Russia RU January - June 2017 0
## 28 Turkey TR January - June 2017 715
## 29 United States US January - June 2017 4
## 30 India IN January - June 2018 9
## 31 Israel IL January - June 2018 0
## 32 Pakistan PK January - June 2018 3
## 33 Russia RU January - June 2018 56
## 34 Turkey TR January - June 2018 508
## 35 United States US January - June 2018 0
## 36 India <NA> January - June 2019 8
## 37 Israel <NA> January - June 2019 1
## 38 Pakistan <NA> January - June 2019 8
## 39 Russia <NA> January - June 2019 711
## 40 Turkey <NA> January - June 2019 388
## 41 United States <NA> January - June 2019 2
## 42 India IN July - December 2012 1
## 43 Pakistan PK July - December 2012 -
## 44 Turkey TR July - December 2012 0
## 45 United States US July - December 2012 2
## 46 India IN July - December 2013 2
## 47 Pakistan PK July - December 2013 -
## 48 Russia RU July - December 2013 0
## 49 Turkey TR July - December 2013 2
## 50 United States US July - December 2013 2
## 51 India IN July - December 2014 1
## 52 Pakistan PK July - December 2014 0
## 53 Russia RU July - December 2014 2
## 54 Turkey TR July - December 2014 328
## 55 United States US July - December 2014 6
## 56 India IN July - December 2015 1
## 57 Pakistan PK July - December 2015 0
## 58 Russia RU July - December 2015 6
## 59 Turkey TR July - December 2015 450
## 60 United States US July - December 2015 3
## 61 India IN July - December 2016 1
## 62 Israel IL July - December 2016 0
## 63 Pakistan PK July - December 2016 0
## 64 Russia RU July - December 2016 3
## 65 Turkey TR July - December 2016 844
## 66 United States US July - December 2016 2
## 67 India IN July - December 2017 2
## 68 Israel IL July - December 2017 2
## 69 Pakistan PK July - December 2017 0
## 70 Russia RU July - December 2017 0
## 71 Turkey TR July - December 2017 466
## 72 United States US July - December 2017 7
## 73 India <NA> July - December 2018 10
## 74 Israel <NA> July - December 2018 0
## 75 Pakistan <NA> July - December 2018 1
## 76 Russia <NA> July - December 2018 316
## 77 Turkey <NA> July - December 2018 597
## 78 United States <NA> July - December 2018 2
## removal_requests_go_va_t_agency_police_other
## 1 1
## 2 0
## 3 1
## 4 -
## 5 17
## 6 4
## 7 0
## 8 5
## 9 12
## 10 32
## 11 121
## 12 26
## 13 31
## 14 6
## 15 68
## 16 310
## 17 25
## 18 42
## 19 1
## 20 8
## 21 1,599
## 22 1,781
## 23 98
## 24 <NA>
## 25 <NA>
## 26 <NA>
## 27 <NA>
## 28 <NA>
## 29 <NA>
## 30 <NA>
## 31 <NA>
## 32 <NA>
## 33 <NA>
## 34 <NA>
## 35 <NA>
## 36 <NA>
## 37 <NA>
## 38 <NA>
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 1
## 43 -
## 44 6
## 45 2
## 46 6
## 47 -
## 48 14
## 49 0
## 50 6
## 51 14
## 52 4
## 53 89
## 54 149
## 55 26
## 56 39
## 57 12
## 58 1,729
## 59 1,761
## 60 98
## 61 <NA>
## 62 <NA>
## 63 <NA>
## 64 <NA>
## 65 <NA>
## 66 <NA>
## 67 <NA>
## 68 <NA>
## 69 <NA>
## 70 <NA>
## 71 <NA>
## 72 <NA>
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
## percentage_where_some_content_withheld accounts_specified accounts_withheld
## 1 0% 1 <NA>
## 2 0% 7 <NA>
## 3 50% 2 0
## 4 - 0 -
## 5 76% 17 4*
## 6 0% 30 0
## 7 0% 11 0
## 8 0% 9 0
## 9 0%* 101 0*
## 10 59% 34 8
## 11 30%* 304 17*
## 12 0% 42 0
## 13 0% 65 0
## 14 0% 60 0
## 15 63% 177 22
## 16 34%* 0 125*
## 17 0% 71 0
## 18 0% 129 0
## 19 0% 1 0
## 20 0% 32 0
## 21 12% 0 10
## 22 23% 0 222
## 23 0% 150 0
## 24 0% 341 0
## 25 0% 2 0
## 26 0% 82 0
## 27 55% 0 87
## 28 11% 0 204
## 29 0% 261 0
## 30 5% 0 19
## 31 33% 42 22
## 32 0% 0 0
## 33 27% 0 59
## 34 18% 0 425
## 35 0% 228 0
## 36 6% 0 73
## 37 8% 491 0
## 38 0% 0 0
## 39 34% 0 7
## 40 5% 0 264
## 41 0% 732 0
## 42 0% 16 0
## 43 - 0 -
## 44 0% 9 0
## 45 0% 12 0
## 46 13% 54 0
## 47 - 0 -
## 48 64% 14 1
## 49 0% 2 0
## 50 0% 11 0
## 51 7% 15 1
## 52 0% 24 0
## 53 13% 91 3
## 54 50%* 0 62*
## 55 0% 60 0
## 56 0% 47 0
## 57 0% 33 0
## 58 5% 0 14
## 59 23% 0 414
## 60 0% 107 0
## 61 0% 295 0
## 62 17% 34 0
## 63 0% 19 0
## 64 28% 620 55
## 65 19% 0 290
## 66 0% 164 0
## 67 3% 800 17
## 68 0% 5 0
## 69 0% 674 0
## 70 51% 0 23
## 71 3% 0 148
## 72 0% 162 0
## 73 2% 0 95
## 74 0% 3 0
## 75 0% 0 0
## 76 46% 0 15
## 77 4% 0 72
## 78 0% 303 0
## tweets_withheld accounts_tos accounts_no_action
## 1 <NA> <NA> <NA>
## 2 <NA> <NA> <NA>
## 3 3 <NA> <NA>
## 4 - <NA> <NA>
## 5 8 <NA> <NA>
## 6 0 <NA> <NA>
## 7 0 <NA> <NA>
## 8 0 <NA> <NA>
## 9 0* <NA> <NA>
## 10 11 <NA> <NA>
## 11 183* <NA> <NA>
## 12 0 <NA> <NA>
## 13 0 <NA> <NA>
## 14 0 <NA> <NA>
## 15 56 <NA> <NA>
## 16 1,667* <NA> <NA>
## 17 0 <NA> <NA>
## 18 0 89 <NA>
## 19 0 1 <NA>
## 20 0 27 <NA>
## 21 182 1,272 <NA>
## 22 1,571 393 <NA>
## 23 0 82 <NA>
## 24 0 101 <NA>
## 25 0 1 <NA>
## 26 0 19 <NA>
## 27 566 224 <NA>
## 28 497 1,376 <NA>
## 29 0 179 <NA>
## 30 498 142 <NA>
## 31 0 11 <NA>
## 32 0 141 <NA>
## 33 357 764 <NA>
## 34 1,464 2,560 <NA>
## 35 0 173 <NA>
## 36 241 578 <NA>
## 37 1 5 <NA>
## 38 0 234 <NA>
## 39 1,253 905 <NA>
## 40 230 2,536 <NA>
## 41 0 473 <NA>
## 42 0 <NA> <NA>
## 43 - <NA> <NA>
## 44 0 <NA> <NA>
## 45 0 <NA> <NA>
## 46 13 <NA> <NA>
## 47 - <NA> <NA>
## 48 9 <NA> <NA>
## 49 0 <NA> <NA>
## 50 0 <NA> <NA>
## 51 0 <NA> <NA>
## 52 0 <NA> <NA>
## 53 9 <NA> <NA>
## 54 1,820* <NA> <NA>
## 55 0 <NA> <NA>
## 56 0 21 26
## 57 0 9 24
## 58 82 (74) 1,306 380
## 59 3,003 (2,156) 530 4,992
## 60 0 58 49
## 61 0 104 <NA>
## 62 16 2 <NA>
## 63 0 12 <NA>
## 64 89 282 <NA>
## 65 489 544 <NA>
## 66 0 64 <NA>
## 67 32 143 <NA>
## 68 0 4 <NA>
## 69 0 42 <NA>
## 70 630 224 <NA>
## 71 322 2,157 <NA>
## 72 0 64 <NA>
## 73 114 320 <NA>
## 74 0 2 <NA>
## 75 0 204 <NA>
## 76 1,441 1,124 <NA>
## 77 355 1,588 <NA>
## 78 0 245 <NA>
## flags
## 1 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 2 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 3 /content/dam/transparency-twitter/flags/1x1/in.svg
## 4 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 5 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 6 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 7 /content/dam/transparency-twitter/flags/1x1/us.svg
## 8 /content/dam/transparency-twitter/flags/1x1/in.svg
## 9 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 10 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 11 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 12 /content/dam/transparency-twitter/flags/1x1/us.svg
## 13 /content/dam/transparency-twitter/flags/1x1/in.svg
## 14 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 15 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 16 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 17 /content/dam/transparency-twitter/flags/1x1/us.svg
## 18 /content/dam/transparency-twitter/flags/1x1/in.svg
## 19 /content/dam/transparency-twitter/flags/1x1/il.svg
## 20 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 21 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 22 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 23 /content/dam/transparency-twitter/flags/1x1/us.svg
## 24 /content/dam/transparency-twitter/flags/1x1/in.svg
## 25 /content/dam/transparency-twitter/flags/1x1/il.svg
## 26 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 27 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 28 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 29 /content/dam/transparency-twitter/flags/1x1/us.svg
## 30 /content/dam/transparency-twitter/flags/1x1/in.svg
## 31 /content/dam/transparency-twitter/flags/1x1/il.svg
## 32 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 33 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 34 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 35 /content/dam/transparency-twitter/flags/1x1/us.svg
## 36 <NA>
## 37 <NA>
## 38 <NA>
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 /content/dam/transparency-twitter/flags/1x1/in.svg
## 43 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 44 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 45 /content/dam/transparency-twitter/flags/1x1/us.svg
## 46 /content/dam/transparency-twitter/flags/1x1/in.svg
## 47 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 48 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 49 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 50 /content/dam/transparency-twitter/flags/1x1/us.svg
## 51 /content/dam/transparency-twitter/flags/1x1/in.svg
## 52 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 53 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 54 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 55 /content/dam/transparency-twitter/flags/1x1/us.svg
## 56 /content/dam/transparency-twitter/flags/1x1/in.svg
## 57 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 58 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 59 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 60 /content/dam/transparency-twitter/flags/1x1/us.svg
## 61 /content/dam/transparency-twitter/flags/1x1/in.svg
## 62 /content/dam/transparency-twitter/flags/1x1/il.svg
## 63 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 64 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 65 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 66 /content/dam/transparency-twitter/flags/1x1/us.svg
## 67 /content/dam/transparency-twitter/flags/1x1/in.svg
## 68 /content/dam/transparency-twitter/flags/1x1/il.svg
## 69 /content/dam/transparency-twitter/flags/1x1/pk.svg
## 70 /content/dam/transparency-twitter/flags/1x1/ru.svg
## 71 /content/dam/transparency-twitter/flags/1x1/tr.svg
## 72 /content/dam/transparency-twitter/flags/1x1/us.svg
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
## links
## 1 /en/countries/pk.html
## 2 /en/countries/tr.html
## 3 /en/countries/in.html
## 4 /en/countries/pk.html
## 5 /en/countries/ru.html
## 6 /en/countries/tr.html
## 7 /en/countries/us.html
## 8 /en/countries/in.html
## 9 /en/countries/pk.html
## 10 /en/countries/ru.html
## 11 /en/countries/tr.html
## 12 /en/countries/us.html
## 13 /en/countries/in.html
## 14 /en/countries/pk.html
## 15 /en/countries/ru.html
## 16 /en/countries/tr.html
## 17 /en/countries/us.html
## 18 /content/transparency-twitter/en/countries/in.html
## 19 /content/transparency-twitter/en/countries/il.html
## 20 /content/transparency-twitter/en/countries/pk.html
## 21 /content/transparency-twitter/en/countries/ru.html
## 22 /content/transparency-twitter/en/countries/tr.html
## 23 /content/transparency-twitter/en/countries/us.html
## 24 /en/countries/in.html
## 25 /en/countries/il.html
## 26 /en/countries/pk.html
## 27 /en/countries/ru.html
## 28 /en/countries/tr.html
## 29 /en/countries/us.html
## 30 /en/countries/in.html
## 31 /en/countries/il.html
## 32 /en/countries/pk.html
## 33 /en/countries/ru.html
## 34 /en/countries/tr.html
## 35 /en/countries/us.html
## 36 <NA>
## 37 <NA>
## 38 <NA>
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 /en/countries/in.html
## 43 /en/countries/pk.html
## 44 /en/countries/tr.html
## 45 /en/countries/us.html
## 46 /en/countries/in.html
## 47 /en/countries/pk.html
## 48 /en/countries/ru.html
## 49 /en/countries/tr.html
## 50 /en/countries/us.html
## 51 /en/countries/in.html
## 52 /en/countries/pk.html
## 53 /en/countries/ru.html
## 54 /en/countries/tr.html
## 55 /en/countries/us.html
## 56 /en/countries/in.html
## 57 /en/countries/pk.html
## 58 /en/countries/ru.html
## 59 /en/countries/tr.html
## 60 /en/countries/us.html
## 61 /en/countries/in.html
## 62 /en/countries/il.html
## 63 /en/countries/pk.html
## 64 /en/countries/ru.html
## 65 /en/countries/tr.html
## 66 /en/countries/us.html
## 67 /en/countries/in.html
## 68 /en/countries/il.html
## 69 /en/countries/pk.html
## 70 /en/countries/ru.html
## 71 /en/countries/tr.html
## 72 /en/countries/us.html
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
## report_links
## 1 /en/removal-requests.html#removal-requests-jan-jun-2012
## 2 /en/removal-requests.html#removal-requests-jan-jun-2012
## 3 /en/removal-requests.html#removal-requests-jan-jun-2013
## 4 /en/removal-requests.html#removal-requests-jan-jun-2013
## 5 /en/removal-requests.html#removal-requests-jan-jun-2013
## 6 /en/removal-requests.html#removal-requests-jan-jun-2013
## 7 /en/removal-requests.html#removal-requests-jan-jun-2013
## 8 /en/removal-requests.html#removal-requests-jan-jun-2014
## 9 /en/removal-requests.html#removal-requests-jan-jun-2014
## 10 /en/removal-requests.html#removal-requests-jan-jun-2014
## 11 /en/removal-requests.html#removal-requests-jan-jun-2014
## 12 /en/removal-requests.html#removal-requests-jan-jun-2014
## 13 /en/removal-requests.html#removal-requests-jan-jun-2015
## 14 /en/removal-requests.html#removal-requests-jan-jun-2015
## 15 /en/removal-requests.html#removal-requests-jan-jun-2015
## 16 /en/removal-requests.html#removal-requests-jan-jun-2015
## 17 /en/removal-requests.html#removal-requests-jan-jun-2015
## 18 /en/removal-requests.html#removal-requests-jan-jun-2016
## 19 /en/removal-requests.html#removal-requests-jan-jun-2016
## 20 /en/removal-requests.html#removal-requests-jan-jun-2016
## 21 /en/removal-requests.html#removal-requests-jan-jun-2016
## 22 /en/removal-requests.html#removal-requests-jan-jun-2016
## 23 /en/removal-requests.html#removal-requests-jan-jun-2016
## 24 /en/removal-requests.html#removal-requests-jan-jun-2017
## 25 /en/removal-requests.html#removal-requests-jan-jun-2017
## 26 /en/removal-requests.html#removal-requests-jan-jun-2017
## 27 /en/removal-requests.html#removal-requests-jan-jun-2017
## 28 /en/removal-requests.html#removal-requests-jan-jun-2017
## 29 /en/removal-requests.html#removal-requests-jan-jun-2017
## 30 /en/removal-requests.html#removal-requests-jan-jun-2018
## 31 /en/removal-requests.html#removal-requests-jan-jun-2018
## 32 /en/removal-requests.html#removal-requests-jan-jun-2018
## 33 /en/removal-requests.html#removal-requests-jan-jun-2018
## 34 /en/removal-requests.html#removal-requests-jan-jun-2018
## 35 /en/removal-requests.html#removal-requests-jan-jun-2018
## 36 <NA>
## 37 <NA>
## 38 <NA>
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 /en/removal-requests.html#removal-requests-jul-dec-2012
## 43 /en/removal-requests.html#removal-requests-jul-dec-2012
## 44 /en/removal-requests.html#removal-requests-jul-dec-2012
## 45 /en/removal-requests.html#removal-requests-jul-dec-2012
## 46 /en/removal-requests.html#removal-requests-jul-dec-2013
## 47 /en/removal-requests.html#removal-requests-jul-dec-2013
## 48 /en/removal-requests.html#removal-requests-jul-dec-2013
## 49 /en/removal-requests.html#removal-requests-jul-dec-2013
## 50 /en/removal-requests.html#removal-requests-jul-dec-2013
## 51 /en/removal-requests.html#removal-requests-jul-dec-2014
## 52 /en/removal-requests.html#removal-requests-jul-dec-2014
## 53 /en/removal-requests.html#removal-requests-jul-dec-2014
## 54 /en/removal-requests.html#removal-requests-jul-dec-2014
## 55 /en/removal-requests.html#removal-requests-jul-dec-2014
## 56 /en/removal-requests.html#removal-requests-jul-dec-2015
## 57 /en/removal-requests.html#removal-requests-jul-dec-2015
## 58 /en/removal-requests.html#removal-requests-jul-dec-2015
## 59 /en/removal-requests.html#removal-requests-jul-dec-2015
## 60 /en/removal-requests.html#removal-requests-jul-dec-2015
## 61 /en/removal-requests.html#removal-requests-jul-dec-2016
## 62 /en/removal-requests.html#removal-requests-jul-dec-2016
## 63 /en/removal-requests.html#removal-requests-jul-dec-2016
## 64 /en/removal-requests.html#removal-requests-jul-dec-2016
## 65 /en/removal-requests.html#removal-requests-jul-dec-2016
## 66 /en/removal-requests.html#removal-requests-jul-dec-2016
## 67 /en/removal-requests.html#removal-requests-jul-dec-2017
## 68 /en/removal-requests.html#removal-requests-jul-dec-2017
## 69 /en/removal-requests.html#removal-requests-jul-dec-2017
## 70 /en/removal-requests.html#removal-requests-jul-dec-2017
## 71 /en/removal-requests.html#removal-requests-jul-dec-2017
## 72 /en/removal-requests.html#removal-requests-jul-dec-2017
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
## filename
## 1 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2012.csv
## 2 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2012.csv
## 3 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2013.csv
## 4 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2013.csv
## 5 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2013.csv
## 6 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2013.csv
## 7 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2013.csv
## 8 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2014.csv
## 9 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2014.csv
## 10 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2014.csv
## 11 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2014.csv
## 12 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2014.csv
## 13 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2015.csv
## 14 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2015.csv
## 15 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2015.csv
## 16 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2015.csv
## 17 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2015.csv
## 18 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2016.csv
## 19 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2016.csv
## 20 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2016.csv
## 21 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2016.csv
## 22 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2016.csv
## 23 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2016.csv
## 24 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2017.csv
## 25 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2017.csv
## 26 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2017.csv
## 27 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2017.csv
## 28 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2017.csv
## 29 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2017.csv
## 30 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2018(1).csv
## 31 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2018(1).csv
## 32 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2018(1).csv
## 33 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2018(1).csv
## 34 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2018(1).csv
## 35 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2018(1).csv
## 36 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2019.csv
## 37 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2019.csv
## 38 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2019.csv
## 39 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2019.csv
## 40 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2019.csv
## 41 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jan-jun-2019.csv
## 42 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2012.csv
## 43 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2012.csv
## 44 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2012.csv
## 45 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2012.csv
## 46 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2013.csv
## 47 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2013.csv
## 48 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2013.csv
## 49 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2013.csv
## 50 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2013.csv
## 51 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2014.csv
## 52 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2014.csv
## 53 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2014.csv
## 54 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2014.csv
## 55 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2014.csv
## 56 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2015.csv
## 57 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2015.csv
## 58 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2015.csv
## 59 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2015.csv
## 60 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2015.csv
## 61 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2016.csv
## 62 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2016.csv
## 63 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2016.csv
## 64 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2016.csv
## 65 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2016.csv
## 66 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2016.csv
## 67 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2017.csv
## 68 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2017.csv
## 69 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2017.csv
## 70 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2017.csv
## 71 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2017.csv
## 72 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2017.csv
## 73 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2018.csv
## 74 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2018.csv
## 75 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2018.csv
## 76 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2018.csv
## 77 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2018.csv
## 78 /Users/asmersafi/Documents/Gov 1005/Censorship-On-Social-Media/Raw-Data/Removal Requests///removal-requests-report-jul-dec-2018.csv
## removal_requests_government_agency_police_other
## 1 <NA>
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## 7 <NA>
## 8 <NA>
## 9 <NA>
## 10 <NA>
## 11 <NA>
## 12 <NA>
## 13 <NA>
## 14 <NA>
## 15 <NA>
## 16 <NA>
## 17 <NA>
## 18 <NA>
## 19 <NA>
## 20 <NA>
## 21 <NA>
## 22 <NA>
## 23 <NA>
## 24 102
## 25 2
## 26 24
## 27 1,213
## 28 1,995
## 29 118
## 30 <NA>
## 31 <NA>
## 32 <NA>
## 33 <NA>
## 34 <NA>
## 35 <NA>
## 36 <NA>
## 37 <NA>
## 38 <NA>
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 <NA>
## 43 <NA>
## 44 <NA>
## 45 <NA>
## 46 <NA>
## 47 <NA>
## 48 <NA>
## 49 <NA>
## 50 <NA>
## 51 <NA>
## 52 <NA>
## 53 <NA>
## 54 <NA>
## 55 <NA>
## 56 <NA>
## 57 <NA>
## 58 <NA>
## 59 <NA>
## 60 <NA>
## 61 <NA>
## 62 <NA>
## 63 <NA>
## 64 <NA>
## 65 <NA>
## 66 <NA>
## 67 142
## 68 3
## 69 75
## 70 1,292
## 71 3,828
## 72 82
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
## removal_requests_go_vi_t_agency_police_other
## 1 <NA>
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## 7 <NA>
## 8 <NA>
## 9 <NA>
## 10 <NA>
## 11 <NA>
## 12 <NA>
## 13 <NA>
## 14 <NA>
## 15 <NA>
## 16 <NA>
## 17 <NA>
## 18 <NA>
## 19 <NA>
## 20 <NA>
## 21 <NA>
## 22 <NA>
## 23 <NA>
## 24 <NA>
## 25 <NA>
## 26 <NA>
## 27 <NA>
## 28 <NA>
## 29 <NA>
## 30 237
## 31 3
## 32 240
## 33 1,585
## 34 8,480
## 35 99
## 36 <NA>
## 37 <NA>
## 38 <NA>
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 <NA>
## 43 <NA>
## 44 <NA>
## 45 <NA>
## 46 <NA>
## 47 <NA>
## 48 <NA>
## 49 <NA>
## 50 <NA>
## 51 <NA>
## 52 <NA>
## 53 <NA>
## 54 <NA>
## 55 <NA>
## 56 <NA>
## 57 <NA>
## 58 <NA>
## 59 <NA>
## 60 <NA>
## 61 <NA>
## 62 <NA>
## 63 <NA>
## 64 <NA>
## 65 <NA>
## 66 <NA>
## 67 <NA>
## 68 <NA>
## 69 <NA>
## 70 <NA>
## 71 <NA>
## 72 <NA>
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
## removal_requests_govt_agency_police_other
## 1 <NA>
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## 7 <NA>
## 8 <NA>
## 9 <NA>
## 10 <NA>
## 11 <NA>
## 12 <NA>
## 13 <NA>
## 14 <NA>
## 15 <NA>
## 16 <NA>
## 17 <NA>
## 18 <NA>
## 19 <NA>
## 20 <NA>
## 21 <NA>
## 22 <NA>
## 23 <NA>
## 24 <NA>
## 25 <NA>
## 26 <NA>
## 27 <NA>
## 28 <NA>
## 29 <NA>
## 30 <NA>
## 31 <NA>
## 32 <NA>
## 33 <NA>
## 34 <NA>
## 35 <NA>
## 36 496
## 37 12
## 38 265
## 39 3,099
## 40 5,685
## 41 168
## 42 <NA>
## 43 <NA>
## 44 <NA>
## 45 <NA>
## 46 <NA>
## 47 <NA>
## 48 <NA>
## 49 <NA>
## 50 <NA>
## 51 <NA>
## 52 <NA>
## 53 <NA>
## 54 <NA>
## 55 <NA>
## 56 <NA>
## 57 <NA>
## 58 <NA>
## 59 <NA>
## 60 <NA>
## 61 <NA>
## 62 <NA>
## 63 <NA>
## 64 <NA>
## 65 <NA>
## 66 <NA>
## 67 <NA>
## 68 <NA>
## 69 <NA>
## 70 <NA>
## 71 <NA>
## 72 <NA>
## 73 657
## 74 2
## 75 192
## 76 3,028
## 77 4,417
## 78 81
## removal_requests_go_vao_t_agency_police_other
## 1 <NA>
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## 7 <NA>
## 8 <NA>
## 9 <NA>
## 10 <NA>
## 11 <NA>
## 12 <NA>
## 13 <NA>
## 14 <NA>
## 15 <NA>
## 16 <NA>
## 17 <NA>
## 18 <NA>
## 19 <NA>
## 20 <NA>
## 21 <NA>
## 22 <NA>
## 23 <NA>
## 24 <NA>
## 25 <NA>
## 26 <NA>
## 27 <NA>
## 28 <NA>
## 29 <NA>
## 30 <NA>
## 31 <NA>
## 32 <NA>
## 33 <NA>
## 34 <NA>
## 35 <NA>
## 36 <NA>
## 37 <NA>
## 38 <NA>
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 <NA>
## 43 <NA>
## 44 <NA>
## 45 <NA>
## 46 <NA>
## 47 <NA>
## 48 <NA>
## 49 <NA>
## 50 <NA>
## 51 <NA>
## 52 <NA>
## 53 <NA>
## 54 <NA>
## 55 <NA>
## 56 <NA>
## 57 <NA>
## 58 <NA>
## 59 <NA>
## 60 <NA>
## 61 96
## 62 12
## 63 13
## 64 519
## 65 2,232
## 66 100
## 67 <NA>
## 68 <NA>
## 69 <NA>
## 70 <NA>
## 71 <NA>
## 72 <NA>
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
Plot1 <- wrangledata %>%
select(country,
accounts_specified,
time_period) %>%
ggplot(aes(x = time_period,
y = accounts_specified,
color = country)) +
geom_point() +
scale_color_stata() +
theme_few() +
theme(axis.text.x = element_text(angle = 45,
hjust = 1,
size = 6),
axis.text.y = element_text(size = 6)) +
labs(x = "Time Period",
y = "Accounts Specified",
color = "Country",
title = "Accounts Specified for Content Withdrawal
from January 2012 to June 2019",
subtitle = "Data from Twitter Transparency Reports") +
transition_states(
time_period,
transition_length = 2,
state_length = 1
) +
shadow_mark() +
enter_fade() +
exit_shrink() +
ease_aes('sine-in-out')
Plot1
Plot2 <- wrangledata %>%
select(country,
accounts_specified,
time_period) %>%
ggplot(aes(x = time_period,
y = accounts_specified,
color = country)) +
geom_point() +
scale_color_stata() +
theme_few() +
theme(axis.text.x = element_text(angle = 45,
hjust = 1,
size = 6),
axis.text.y = element_text(size = 6)) +
labs(x = "Time Period",
y = "Accounts Specified",
color = "Country",
title = "Accounts Specified for Content Withdrawal
from January 2012 to June 2019",
subtitle = "Data from Twitter Transparency Reports") +
facet_wrap(~country) +
transition_states(
time_period,
transition_length = 2,
state_length = 1
) +
shadow_mark() +
enter_fade() +
exit_shrink() +
ease_aes('sine-in-out')
Plot2
wrangledata$percentage_where_some_content_withheld = as.numeric(gsub("[\\%,]", "", wrangledata$percentage_where_some_content_withheld))
## Warning: NAs introduced by coercion
wrangledata <-
wrangledata %>%
mutate(percentage_where_some_content_withheld = replace_na(percentage_where_some_content_withheld, 0))
Plot3 <- wrangledata %>%
ggplot(aes(time_period,
percentage_where_some_content_withheld,
color = country)) +
geom_point() +
theme_few() +
theme(axis.text.x = element_text(angle = 45,
hjust = 1,
size = 6),
axis.text.y = element_text(size = 6)) +
labs(x = "Time Period",
y = "Percentage of Requests Complied with",
color = "Country",
title = "Percentage of Requests Complied with by Twitter
January 2012 - June 2019",
subtitle = "Data from Twitter Transparency Reports") +
scale_color_stata()
Plot3
# Retrieving total - create function for columns.
mydata$accounts_specified <- as.numeric(mydata$accounts_specified)
## Warning: NAs introduced by coercion
mydata$time_period <- as.factor(mydata$time_period)
mydata$time_period <- factor(mydata$time_period, levels =
c("January - June 2012",
"July - December 2012",
"January - June 2013",
"July - December 2013",
"January - June 2014",
"July - December 2014",
"January - June 2015",
"July - December 2015",
"January - June 2016",
"July - December 2016",
"January - June 2017",
"July - December 2017",
"January - June 2018",
"July - December 2018",
"January - June 2019"))
mydata <-
mydata %>%
mutate(accounts_specified = replace_na(accounts_specified, 0))
get_total <- function(x){
wrangledata %>%
filter(time_period == x) %>%
summarize(total = sum(accounts_specified)) %>%
pull(total)
}
get_total("January - June 2014")
## [1] 490
total_accounts_specified <-
tibble(time_period = c("January - June 2012",
"July - December 2012",
"January - June 2013",
"July - December 2013",
"January - June 2014",
"July - December 2014",
"January - June 2015",
"July - December 2015",
"January - June 2016",
"July - December 2016",
"January - June 2017",
"July - December 2017",
"January - June 2018",
"July - December 2018",
"January - June 2019"))
total_accounts_specified$time_period <- factor(total_accounts_specified$time_period, levels =
c("January - June 2012",
"July - December 2012",
"January - June 2013",
"July - December 2013",
"January - June 2014",
"July - December 2014",
"January - June 2015",
"July - December 2015",
"January - June 2016",
"July - December 2016",
"January - June 2017",
"July - December 2017",
"January - June 2018",
"July - December 2018",
"January - June 2019"))
total_accounts_specified$time_period <- as.factor(total_accounts_specified$time_period)
total_accounts_specified <- total_accounts_specified %>%
mutate(total_accounts = map_dbl(time_period, get_total))
Plot4 <- total_accounts_specified %>%
ggplot(aes(time_period, total_accounts)) +
scale_color_solarized() +
geom_line(aes(group = 1, color = "darkblue")) +
geom_point(color = "darkblue") +
theme_few() +
labs(x = "Time Period",
y = "Total Number of Accounts Specified in Given Time Period",
color = "Country",
title = "Total Number of Accounts Specified
January 2012 - June 2019",
caption = "Data from Twitter Transparency Reports") +
theme(axis.text.x = element_text(angle = 45,
hjust = 1,
size = 7),
axis.text.y = element_text(size = 7),
axis.title.x = element_text(size = 10),
axis.title.y = element_text(size = 8)) +
theme(legend.position = "none") +
transition_reveal(as.numeric(time_period))
Plot4
